De novo 3D models of SARS-CoV-2 RNA elements and small-molecule-binding RNAs to guide drug discovery
Rangan, R.; Watkins, A. M.; Kladwang, W.; Das, R.
Show abstract
The rapid spread of COVID-19 is motivating development of antivirals targeting conserved SARS-CoV-2 molecular machinery. The SARS-CoV-2 genome includes conserved RNA elements that offer potential small-molecule drug targets, but most of their 3D structures have not been experimentally characterized. Here, we provide a compilation of chemical mapping data from our and other labs, secondary structure models, and 3D model ensembles based on Rosettas FARFAR2 algorithm for SARS-CoV-2 RNA regions including the individual stems SL1-8 in the extended 5 UTR; the reverse complement of the 5 UTR SL1-4; the frameshift stimulating element (FSE); and the extended pseudoknot, hypervariable region, and s2m of the 3 UTR. For eleven of these elements (the stems in SL1-8, reverse complement of SL1-4, FSE, s2m, and 3 UTR pseudoknot), modeling convergence supports the accuracy of predicted low energy states; subsequent cryo-EM characterization of the FSE confirms modeling accuracy. To aid efforts to discover small molecule RNA binders guided by computational models, we provide a second set of similarly prepared models for RNA riboswitches that bind small molecules. Both datasets ( FARFAR2-SARS-CoV-2, https://github.com/DasLab/FARFAR2-SARS-CoV-2; and FARFAR2-Apo-Riboswitch, at https://github.com/DasLab/FARFAR2-Apo-Riboswitch) include up to 400 models for each RNA element, which may facilitate drug discovery approaches targeting dynamic ensembles of RNA molecules.
Matching journals
The top 3 journals account for 50% of the predicted probability mass.
Similar papers in this journal
Similar papers in this journal
Similar papers in this journal
- Structure and dynamics of SARS-CoV-2 proofreading exoribonuclease ExoN 97%
- Dissecting the energetic architecture within an RNA tertiary structural motif via high-throughput thermodynamic measurements 96%
- Immature HIV-1 assembles from Gag dimers leaving partial hexamers at lattice edges as substrates for proteolytic maturation. 95%
Similar papers in this journal
- A Capped Tudor Domain within a Core Subunit of the Sin3L/Rpd3L Histone Deacetylase Complex Binds Nucleic Acids 95%
- Mechanism and spectrum of inhibition of a 4'-cyano modified nucleotide analog against diverse RNA polymerases of prototypic respiratory RNA viruses 95%
- The impact of RNA chemical probing reagents on RNA binding proteins 95%
Similar papers in this journal
- Integrative solution structure of a PTBP1-viral IRES complex reveals strong compaction and ordering with residual conformational flexibility 97%
- Structure, Mechanism and Crystallographic fragment screening of the SARS-CoV-2 NSP13 helicase 96%
- Structure of phage lambda Red-beta(177) annealase shows how it anneals DNA strands during single-strand annealing homologous DNA recombination 95%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.